Automatic glottal inverse filtering with non-negative matrix factorization

Manu Airaksinen; Lauri Juvela; Tom Bäckström; Paavo Alku

doi:10.21437/Interspeech.2016-338

Automatic glottal inverse filtering with non-negative matrix factorization

Manu Airaksinen, Lauri Juvela, Tom Bäckström, Paavo Alku

Speech Communication Technology

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussa › Conference article in proceedings › Scientific › vertaisarvioitu

1 Sitaatiot (Scopus)

Abstrakti

This study presents an automatic glottal inverse filtering (GIF) technique based on separating the effect of the glottal main excitation from the impulse response of the vocal tract. The proposed method is based on a non-negative matrix factorization (NMF) based decomposition of an ultra short-term spectrogram of the analyzed signal. Unlike other state-of-theart GIF techniques, the proposed method does not require estimation of glottal closure instants. The proposed method was objectively evaluated with two test sets of continuous synthetic speech created with a glottal vocoding analysis/synthesis procedure. When compared to a set of reference GIF methods, the proposed NMF technique shows improved estimation accuracy especially for male voices.

Alkuperäiskieli	Englanti
Otsikko	Proceedings of the Annual Conference of the International Speech Communication Association
Alaotsikko	Interspeech'16, San Francisco, USA, Sept. 8-12, 2016
Kustantaja	International Speech Communication Association (ISCA)
Sivut	1039-1043
Sivumäärä	5
Vuosikerta	08-12-September-2016
ISBN (elektroninen)	978-1-5108-3313-5
DOI - pysyväislinkit	https://doi.org/10.21437/Interspeech.2016-338
Tila	Julkaistu - 2016
OKM-julkaisutyyppi	A4 Artikkeli konferenssijulkaisussa
Tapahtuma	Interspeech - San Francisco, Yhdysvallat Kesto: 8 syysk. 2016 → 12 syysk. 2016 Konferenssinumero: 17

Julkaisusarja

Nimi	Proceedings of the Annual Conference of the International Speech Communication Association
Kustantaja	International Speech Communication Association
ISSN (painettu)	1990-9770
ISSN (elektroninen)	2308-457X

Conference

Conference	Interspeech
Maa/Alue	Yhdysvallat
Kaupunki	San Francisco
Ajanjakso	08/09/2016 → 12/09/2016

Pääsy asiakirjaan

10.21437/Interspeech.2016-338

Muut tiedostot ja linkit

Link to publication in Scopus

Siteeraa tätä

Airaksinen, M., Juvela, L., Bäckström, T., & Alku, P. (2016). Automatic glottal inverse filtering with non-negative matrix factorization. teoksessa Proceedings of the Annual Conference of the International Speech Communication Association: Interspeech'16, San Francisco, USA, Sept. 8-12, 2016 (Vuosikerta 08-12-September-2016, Sivut 1039-1043). (Proceedings of the Annual Conference of the International Speech Communication Association). International Speech Communication Association (ISCA). https://doi.org/10.21437/Interspeech.2016-338

Airaksinen, Manu ; Juvela, Lauri ; Bäckström, Tom et al. / Automatic glottal inverse filtering with non-negative matrix factorization. Proceedings of the Annual Conference of the International Speech Communication Association: Interspeech'16, San Francisco, USA, Sept. 8-12, 2016. Vuosikerta 08-12-September-2016 International Speech Communication Association (ISCA), 2016. Sivut 1039-1043 (Proceedings of the Annual Conference of the International Speech Communication Association).

@inproceedings{835cb30148da4e998fe58ce20511d26d,

title = "Automatic glottal inverse filtering with non-negative matrix factorization",

abstract = "This study presents an automatic glottal inverse filtering (GIF) technique based on separating the effect of the glottal main excitation from the impulse response of the vocal tract. The proposed method is based on a non-negative matrix factorization (NMF) based decomposition of an ultra short-term spectrogram of the analyzed signal. Unlike other state-of-theart GIF techniques, the proposed method does not require estimation of glottal closure instants. The proposed method was objectively evaluated with two test sets of continuous synthetic speech created with a glottal vocoding analysis/synthesis procedure. When compared to a set of reference GIF methods, the proposed NMF technique shows improved estimation accuracy especially for male voices.",

keywords = "Glottal inverse filtering, Nonnegative matrix factorization, Speech analysis",

author = "Manu Airaksinen and Lauri Juvela and Tom B{\"a}ckstr{\"o}m and Paavo Alku",

year = "2016",

doi = "10.21437/Interspeech.2016-338",

language = "English",

volume = "08-12-September-2016",

series = "Proceedings of the Annual Conference of the International Speech Communication Association",

publisher = "International Speech Communication Association (ISCA)",

pages = "1039--1043",

booktitle = "Proceedings of the Annual Conference of the International Speech Communication Association",

address = "France",

note = "Interspeech ; Conference date: 08-09-2016 Through 12-09-2016",

}

Airaksinen, M, Juvela, L , Bäckström, T & Alku, P 2016, Automatic glottal inverse filtering with non-negative matrix factorization. julkaisussa Proceedings of the Annual Conference of the International Speech Communication Association: Interspeech'16, San Francisco, USA, Sept. 8-12, 2016. Vuosikerta 08-12-September-2016, Proceedings of the Annual Conference of the International Speech Communication Association, International Speech Communication Association (ISCA), Sivut 1039-1043, Interspeech, San Francisco, California, Yhdysvallat, 08/09/2016. https://doi.org/10.21437/Interspeech.2016-338

Automatic glottal inverse filtering with non-negative matrix factorization. / Airaksinen, Manu; Juvela, Lauri ; Bäckström, Tom et al.
Proceedings of the Annual Conference of the International Speech Communication Association: Interspeech'16, San Francisco, USA, Sept. 8-12, 2016. Vuosikerta 08-12-September-2016 International Speech Communication Association (ISCA), 2016. s. 1039-1043 (Proceedings of the Annual Conference of the International Speech Communication Association).

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussa › Conference article in proceedings › Scientific › vertaisarvioitu

TY - GEN

T1 - Automatic glottal inverse filtering with non-negative matrix factorization

AU - Airaksinen, Manu

AU - Juvela, Lauri

AU - Bäckström, Tom

AU - Alku, Paavo

N1 - Conference code: 17

PY - 2016

Y1 - 2016

N2 - This study presents an automatic glottal inverse filtering (GIF) technique based on separating the effect of the glottal main excitation from the impulse response of the vocal tract. The proposed method is based on a non-negative matrix factorization (NMF) based decomposition of an ultra short-term spectrogram of the analyzed signal. Unlike other state-of-theart GIF techniques, the proposed method does not require estimation of glottal closure instants. The proposed method was objectively evaluated with two test sets of continuous synthetic speech created with a glottal vocoding analysis/synthesis procedure. When compared to a set of reference GIF methods, the proposed NMF technique shows improved estimation accuracy especially for male voices.

AB - This study presents an automatic glottal inverse filtering (GIF) technique based on separating the effect of the glottal main excitation from the impulse response of the vocal tract. The proposed method is based on a non-negative matrix factorization (NMF) based decomposition of an ultra short-term spectrogram of the analyzed signal. Unlike other state-of-theart GIF techniques, the proposed method does not require estimation of glottal closure instants. The proposed method was objectively evaluated with two test sets of continuous synthetic speech created with a glottal vocoding analysis/synthesis procedure. When compared to a set of reference GIF methods, the proposed NMF technique shows improved estimation accuracy especially for male voices.

KW - Glottal inverse filtering

KW - Nonnegative matrix factorization

KW - Speech analysis

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U2 - 10.21437/Interspeech.2016-338

DO - 10.21437/Interspeech.2016-338

M3 - Conference article in proceedings

AN - SCOPUS:84994234208

VL - 08-12-September-2016

T3 - Proceedings of the Annual Conference of the International Speech Communication Association

SP - 1039

EP - 1043

BT - Proceedings of the Annual Conference of the International Speech Communication Association

PB - International Speech Communication Association (ISCA)

T2 - Interspeech

Y2 - 8 September 2016 through 12 September 2016

ER -

Airaksinen M, Juvela L , Bäckström T , Alku P. Automatic glottal inverse filtering with non-negative matrix factorization. julkaisussa Proceedings of the Annual Conference of the International Speech Communication Association: Interspeech'16, San Francisco, USA, Sept. 8-12, 2016. Vuosikerta 08-12-September-2016. International Speech Communication Association (ISCA). 2016. s. 1039-1043. (Proceedings of the Annual Conference of the International Speech Communication Association). doi: 10.21437/Interspeech.2016-338

Automatic glottal inverse filtering with non-negative matrix factorization

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